No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
model2vec has 617K monthly downloads and 2K GitHub stars. Version 0.8.2 supports Python 3.10+, first published in 2024.
It is actively maintained under a permissive license, last released in May 2026.
It is built on top of jinja2, joblib and numpy. It is used by 50 tracked packages, including semble, semhash and captain-claw.
GitHub topics include embeddings, machine-learning and model2vec.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
67
Adoption
67
Community
20
Provenance
100
How the maintenance status was determined
Last commit
30 days ago
Monthly downloads
617,350
•
Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
617,350
Stars
2,143
Stars per 1k downloads
3.47
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
•
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
20,387
Month daily avg
20,578
Momentum
-0.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.12 or newer
•
Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
MIT License
•
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
38 days ago
Total releases
26
Releases/year
14.5
•
Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
11
Monthly downloads
617,350
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
•
Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
24
Issue Burden
1.4
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
9.1%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
12.4K
macOS
394
Windows
357
Python Versions
3.12
59.1%
7.6K
3.13
20.3%
2.6K
3.11
14.5%
1.9K
3.14
3.2%
415
3.10
2.8%
360
Top Countries
1.
US
11.3K
US
2.
DE
407
DE
3.
GB
244
GB
4.
NL
145
NL
5.
SG
118
SG
6.
CA
98
CA
7.
JP
95
JP
8.
CN
92
CN
9.
IN
80
IN
10.
FR
65
FR
Dependencies
6
- jinja2
- joblib
- numpy
- safetensors
- tokenizers >=0.20
- tqdm
20 optional dependencies
- ipython[dev]
- lightning[train]
- mypy[dev]
- onnx[onnx]
- pre-commit[dev]
- pytest[dev]
- pytest-cov[dev]
- ruff[dev]
- scikit-learn[inference]
- scikit-learn[distill]
- scikit-learn[quantization]
- scikit-learn[train]
- setuptools[dev]
- skeletoken[distill]
- skops[inference]
- skops[train]
- torch[onnx]
- torch[distill]
- torch[train]
- transformers[distill]
Used By
50
- semble
- semhash
- captain-claw
- ovos-m2v-pipeline
- memory-seed
- memor-cli
- docmancer
- mostlyai-qa
- graphlens-mcp
- deepset-mcp
- kohakuterrarium
- truememory
- engrim
- godot-rag
- prompt-analytics-for-claude-code
- repo-rag
- memir
- litesearch
- embetter
- archguard
- semantic-compressor
- cartographing-kittens
- vortexa
- synthetic-dataset-generator
- textplumber
- cwmem
- navidoc
- strive-ranker
- codemap
- blockingpy-core
- dataxid-syntheval
- small-hybrid-reranker
- mdvault
- route67
- tokenlearn
- graphstore
- neuromem-core
- kor-minish
- obsidian-umbra
- nonebot-plugin-wtfllm
- alsmuse
- enguard
- kc-cli
- cleaners
- jsonibase
- semtools-py
- strike
- toolfusion
- parry
- contextro
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
MIT License
First Release
September 19, 2024
Last Release
1 month ago
Last Commit
1 month ago
Latest Version
0.8.2
Total Releases
26
Contributors
11
Open PRs
0
Archived
No
Python Versions
3.10
3.11
3.12
3.13
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh